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      <image:title>Articles - Why validating iEEG biomarker detectors is so difficult - Make it stand out</image:title>
      <image:caption>What is the ground truth? When experts disagree on event annotations, establishing an objective ground truth against which to benchmark algorithms is a challenging task.</image:caption>
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    <loc>https://www.avriomedtech.com/articles/detecting-combined-interictal-biomarkers-with-halyzia-</loc>
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      <image:title>Articles - Combined interictal biomarkers - Make it stand out</image:title>
      <image:caption>JFEs 2025 (27èmes Journées Françaises de l'Épilepsie), first authored October 2025</image:caption>
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    <loc>https://www.avriomedtech.com/articles/epileptic-spikes-detector-b2hys</loc>
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      <image:title>Articles - Why the name Halyzia®? - Figure 1: Blobs on a scalogram. See how the blobs are reminiscent (yes, with some imagination) of ladybirds.</image:title>
      <image:caption>Top panel: raw signal. Middle panel: signal filtered between 200 and 600Hz. Bottom panel: normalised scalogram. The event view windows of Halyzia presents the data this way.</image:caption>
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    <loc>https://www.avriomedtech.com/articles/fast-ripples-ripples-detectors-kwpdt</loc>
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      <image:title>Articles - Funny scalograms</image:title>
      <image:caption>A nice “love” blob found by Ludovic, while developing the first version of Halyzia.</image:caption>
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      <image:title>Articles - Funny scalograms</image:title>
      <image:caption>Some of us saw a cat in this funny shape found by Clarissa, research officer at Avrio.</image:caption>
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      <image:title>Articles - Funny scalograms</image:title>
      <image:caption>Who can see the minature T-Rex? Found by Loïc, data scientist at Avrio.</image:caption>
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    <lastmod>2025-10-24</lastmod>
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      <image:title>Articles - Introduction to HFOs - Démarquez-vous</image:title>
      <image:caption>Figure 1. Range of EEG oscillation frequencies.</image:caption>
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      <image:title>Articles - Introduction to HFOs - Démarquez-vous</image:title>
      <image:caption>Figure 2. Example of a fast ripple (highlighted in red) occurring just before an epileptic spike, as detected by Halyzia. Note the time scale of the window—only 400 ms—to allow clear visualization of the fast ripple. Top panel: raw EEG signal; middle panel: band-pass filtered signal (200–600 Hz); bottom panel: scalogram illustrating the frequency content of the fast ripple. Various features are computed for each detected event, including frequency, amplitude, duration, and entropy. These metrics can be reviewed and exported for further analysis.</image:caption>
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      <image:title>Articles - Introduction to HFOs - Démarquez-vous</image:title>
      <image:caption>Figure 3. Example of a ripple detected with Halyzia. Beware of the time scale of the window, here set to 700 ms to clearly see the ripple. Top panel: raw signal, middle panel: filtered signal (80-250 Hz), bottom panel: scalogram showing the frequency range of the ripple. Different metrics are calculated for each ripple (frequency, amplitude, duration, entropy, etc.). These can be reviewed and exported.</image:caption>
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      <image:title>Articles - Introduction to HFOs - Démarquez-vous</image:title>
      <image:caption>Figure 4. Example of a topographic map. This maps represents implanted electrodes (10 on the left, 4 on the right hemisphere) and the contacts on each electrode. The results indicate that fast ripples were mostly recorded on contacts 1-2-3-4 of electrodes Ap, Bp and Cp. The bottom graphs show the distribution of fast ripple centroids from 200 to 600 Hz.</image:caption>
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